Page 116 - Advanced Linear Algebra
P. 116

100    Advanced Linear Algebra



            theorem implies that
                                b  8  b-  b ‚  8  b    €  ((  b ~8  ²  8  ³    b -

            This shows that
                                     2   8  3        8
                                 dim -      ²- ³  dim -   ²- ³
            and completes the proof.…
            Reflexivity

              =
            If   is a vector space, then so is the dual space =  i  and so we may form the
                           )
                  (
            double  algebraic  dual space  =  ii , which consists of all  linear  functionals
                                                     **
                i                              ¢= ¦ -. In other words, an element   of   =  is a linear functional  that
            assigns a scalar to each linear functional on  .
                                               =
            With this firmly in mind, there is one rather obvious way to obtain an element of
            =  ii        # . Namely, if     =  , consider the map  #  ¢  =  i  ¦  -   defined by
                                       #² ³ ~  ²#³
                                                                    #
            which sends the linear functional   to the  scalar     ²  #  ³  .  The  map    is  called

                                                   i
            evaluation at #. To see that  # =  ii , if   Á   =  and   Á   - , then
                   #²   b   ³ ~ ²   b   ³²#³ ~   ²#³ b   ²#³ ~  #² ³ b  #² ³
            and so   is indeed linear.
                 #
            We can now define a map  ¢= ¦ =  ii  by

                                          #~#
            This is called the canonical map   or the natural map)  from   to =  ii . This
                                        (
                                                                =
            map is injective and hence in the finite-dimensional case, it is also surjective.

            Theorem 3.13 The canonical map        ii  defined by  ¢= ¦ =  # ~ # , where   is
                                                                          #
            evaluation at  , is a monomorphism. If   is finite-dimensional, then   is an
                       #
                                              =

            isomorphism.
            Proof. The map   is linear since

                    " b  #² ³ ~  ² " b  #³ ~   ²"³ b   ²#³ ~ ² " b  #³² ³
            for all   =  i . To determine the kernel of  , observe that

                               #~ ¬#~
                                    ¬#² ³~  for all     =  i
                                    ¬ ²#³~  for all     =  i
                                    ¬# ~

            by Theorem 3.10 and so ker² ³ ~ ¸ ¹ . In the finite-dimensional case, since
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